15 openstreetmap

Uncomment the following line to install leafmap if needed.

In [1]:

# !pip install geopandas osmnx leafmap

In [2]:

import leafmap

Adds OSM data of place(s) by name or ID to the map.

In [3]:

m = leafmap.Map(google_map=None, toolbar_control=False, layers_control=True)
m.add_osm_from_geocode("New York City", layer_name='NYC')
m

Out[3]:

Make this Notebook Trusted to load map: File -> Trust Notebook

In [4]:

m = leafmap.Map(google_map=None, toolbar_control=False, layers_control=True)
m.add_osm_from_geocode("Chicago, Illinois", layer_name='Chicago, IL')
m

Out[4]:

Make this Notebook Trusted to load map: File -> Trust Notebook

Adds OSM entities within boundaries of geocodable place(s) to the map.

In [5]:

m = leafmap.Map(google_map=None, toolbar_control=False, layers_control=True)
place = "Bunker Hill, Los Angeles, California"
tags = {"building": True}
m.add_osm_from_place(place, tags, layer_name="Los Angeles, CA")
m

Out[5]:

Make this Notebook Trusted to load map: File -> Trust Notebook

Shows OSM feature tags.

https://wiki.openstreetmap.org/wiki/Map_features

In [6]:

# leafmap.osm_tags_list()

Adds OSM entities within some distance N, S, E, W of address to the map.

In [7]:

m = leafmap.Map(google_map=None, toolbar_control=False, layers_control=True)
m.add_osm_from_address(
    address="New York City", 
    tags={"amenity": "bar"}, 
    dist=1500,
    layer_name="NYC bars")
m

/opt/hostedtoolcache/Python/3.8.10/x64/lib/python3.8/site-packages/geopandas/_vectorized.py:142: DeprecationWarning: An exception was ignored while fetching the attribute `__array_interface__` from an object of type 'Polygon'.  With the exception of `AttributeError` NumPy will always raise this exception in the future.  Raise this deprecation warning to see the original exception. (Warning added NumPy 1.21)
  aout[:] = out
/opt/hostedtoolcache/Python/3.8.10/x64/lib/python3.8/site-packages/geopandas/_vectorized.py:142: DeprecationWarning: An exception was ignored while fetching the attribute `__array_interface__` from an object of type 'MultiPolygon'.  With the exception of `AttributeError` NumPy will always raise this exception in the future.  Raise this deprecation warning to see the original exception. (Warning added NumPy 1.21)
  aout[:] = out
/opt/hostedtoolcache/Python/3.8.10/x64/lib/python3.8/site-packages/pandas/core/dtypes/cast.py:1981: DeprecationWarning: An exception was ignored while fetching the attribute `__array_interface__` from an object of type 'Polygon'.  With the exception of `AttributeError` NumPy will always raise this exception in the future.  Raise this deprecation warning to see the original exception. (Warning added NumPy 1.21)
  result[:] = values

Out[7]:

Make this Notebook Trusted to load map: File -> Trust Notebook

In [8]:

m = leafmap.Map(google_map=None, toolbar_control=False, layers_control=True)
m.add_osm_from_address(
    address="New York City", 
    tags={
        "landuse": ["retail", "commercial"],
        "building": True
    },
    dist=1000, layer_name="NYC buildings")
m

/opt/hostedtoolcache/Python/3.8.10/x64/lib/python3.8/site-packages/geopandas/_vectorized.py:142: DeprecationWarning: An exception was ignored while fetching the attribute `__array_interface__` from an object of type 'Polygon'.  With the exception of `AttributeError` NumPy will always raise this exception in the future.  Raise this deprecation warning to see the original exception. (Warning added NumPy 1.21)
  aout[:] = out
/opt/hostedtoolcache/Python/3.8.10/x64/lib/python3.8/site-packages/geopandas/_vectorized.py:142: DeprecationWarning: An exception was ignored while fetching the attribute `__array_interface__` from an object of type 'MultiPolygon'.  With the exception of `AttributeError` NumPy will always raise this exception in the future.  Raise this deprecation warning to see the original exception. (Warning added NumPy 1.21)
  aout[:] = out
/opt/hostedtoolcache/Python/3.8.10/x64/lib/python3.8/site-packages/pandas/core/dtypes/cast.py:1981: DeprecationWarning: An exception was ignored while fetching the attribute `__array_interface__` from an object of type 'Polygon'.  With the exception of `AttributeError` NumPy will always raise this exception in the future.  Raise this deprecation warning to see the original exception. (Warning added NumPy 1.21)
  result[:] = values
/opt/hostedtoolcache/Python/3.8.10/x64/lib/python3.8/site-packages/pandas/core/dtypes/cast.py:1981: DeprecationWarning: An exception was ignored while fetching the attribute `__array_interface__` from an object of type 'MultiPolygon'.  With the exception of `AttributeError` NumPy will always raise this exception in the future.  Raise this deprecation warning to see the original exception. (Warning added NumPy 1.21)
  result[:] = values

2021-07-13 16:19:36 Configured OSMnx 1.1.1
2021-07-13 16:19:36 HTTP response caching is on
2021-07-13 16:19:36 Pausing 1 seconds before making HTTP GET request
2021-07-13 16:19:37 Get https://nominatim.openstreetmap.org/search?format=json&polygon_geojson=1&dedupe=0&limit=50&q=Bunker+Hill%2C+Los+Angeles%2C+California with timeout=180
2021-07-13 16:19:37 Downloaded 1.2kB from nominatim.openstreetmap.org
2021-07-13 16:19:37 Saved response to cache file "cache/8d8366ad6b96fa854a9d6d038c022b8bdcdb6fe6.json"
2021-07-13 16:19:37 Created GeoDataFrame with 1 rows from 1 queries
2021-07-13 16:19:37 Constructed place geometry polygon(s) to query API
2021-07-13 16:19:37 Projected GeoDataFrame to +proj=utm +zone=11 +ellps=WGS84 +datum=WGS84 +units=m +no_defs +type=crs
2021-07-13 16:19:37 Projected GeoDataFrame to epsg:4326
2021-07-13 16:19:37 Requesting data within polygon from API in 1 request(s)
2021-07-13 16:19:37 Resolved overpass-api.de to 178.63.48.217
2021-07-13 16:19:38 Pausing 0 seconds before making HTTP POST request
2021-07-13 16:19:38 Post https://overpass-api.de/api/interpreter?data=%5Bout%3Ajson%5D%5Btimeout%3A180%5D%3B%28%28node%5B%27building%27%5D%28poly%3A%2734.056122+-118.256052+34.050990+-118.248100+34.053625+-118.245628+34.058656+-118.253434+34.057132+-118.255014+34.056122+-118.256052%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%28way%5B%27building%27%5D%28poly%3A%2734.056122+-118.256052+34.050990+-118.248100+34.053625+-118.245628+34.058656+-118.253434+34.057132+-118.255014+34.056122+-118.256052%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%28relation%5B%27building%27%5D%28poly%3A%2734.056122+-118.256052+34.050990+-118.248100+34.053625+-118.245628+34.058656+-118.253434+34.057132+-118.255014+34.056122+-118.256052%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%29%3Bout%3B with timeout=180
2021-07-13 16:19:38 Resolved overpass-api.de to 178.63.48.217
2021-07-13 16:19:47 Downloaded 164.7kB from overpass-api.de
2021-07-13 16:19:47 Saved response to cache file "cache/ac8d51b3ab541d6f0ab6add8b4ae694b6f391f99.json"
2021-07-13 16:19:47 Got all geometries data within polygon from API in 1 request(s)
2021-07-13 16:19:47 Converting 1433 elements in JSON responses to geometries
2021-07-13 16:19:47 77 geometries created in the dict
2021-07-13 16:19:47 13 untagged geometries removed
2021-07-13 16:19:47 Created r-tree spatial index for 64 geometries
2021-07-13 16:19:47 Identified 64 geometries inside polygon
2021-07-13 16:19:47 0 geometries removed by the polygon filter
2021-07-13 16:19:47 8 geometries removed by the tag filter
2021-07-13 16:19:47 56 geometries in the final GeoDataFrame
2021-07-13 16:19:47 Pausing 1 seconds before making HTTP GET request
2021-07-13 16:19:48 Get https://nominatim.openstreetmap.org/search?format=json&limit=1&dedupe=0&q=New+York+City with timeout=180
2021-07-13 16:19:49 Downloaded 0.5kB from nominatim.openstreetmap.org
2021-07-13 16:19:49 Saved response to cache file "cache/78258c318356c20c380e1fed844176f90c053cf7.json"
2021-07-13 16:19:49 Geocoded "New York City" to (40.7127281, -74.0060152)
2021-07-13 16:19:49 Created bbox 1500 m from (40.7127281, -74.0060152): 40.72621790503239,40.69923829496761,-73.98821837587228,-74.02381202412771
2021-07-13 16:19:49 Projected GeoDataFrame to +proj=utm +zone=18 +ellps=WGS84 +datum=WGS84 +units=m +no_defs +type=crs
2021-07-13 16:19:49 Projected GeoDataFrame to epsg:4326
2021-07-13 16:19:49 Requesting data within polygon from API in 1 request(s)
2021-07-13 16:19:49 Resolved overpass-api.de to 178.63.48.217
2021-07-13 16:19:49 Pausing 0 seconds before making HTTP POST request
2021-07-13 16:19:49 Post https://overpass-api.de/api/interpreter?data=%5Bout%3Ajson%5D%5Btimeout%3A180%5D%3B%28%28node%5B%27amenity%27%3D%27bar%27%5D%28poly%3A%2740.699238+-74.023812+40.699238+-73.988218+40.726218+-73.988218+40.726218+-74.023812+40.699238+-74.023812%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%28way%5B%27amenity%27%3D%27bar%27%5D%28poly%3A%2740.699238+-74.023812+40.699238+-73.988218+40.726218+-73.988218+40.726218+-74.023812+40.699238+-74.023812%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%28relation%5B%27amenity%27%3D%27bar%27%5D%28poly%3A%2740.699238+-74.023812+40.699238+-73.988218+40.726218+-73.988218+40.726218+-74.023812+40.699238+-74.023812%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%29%3Bout%3B with timeout=180
2021-07-13 16:19:49 Resolved overpass-api.de to 178.63.48.217
2021-07-13 16:19:52 Downloaded 35.7kB from overpass-api.de
2021-07-13 16:19:52 Saved response to cache file "cache/7d10c2e8d50f39407dda671d56290ea2808b3d4a.json"
2021-07-13 16:19:52 Got all geometries data within polygon from API in 1 request(s)
2021-07-13 16:19:52 Converting 106 elements in JSON responses to geometries
2021-07-13 16:19:52 97 geometries created in the dict
2021-07-13 16:19:52 0 untagged geometries removed
2021-07-13 16:19:52 Created r-tree spatial index for 97 geometries
2021-07-13 16:19:52 Identified 97 geometries inside polygon
2021-07-13 16:19:52 0 geometries removed by the polygon filter
2021-07-13 16:19:52 0 geometries removed by the tag filter
2021-07-13 16:19:52 97 geometries in the final GeoDataFrame
2021-07-13 16:19:53 Retrieved response from cache file "cache/78258c318356c20c380e1fed844176f90c053cf7.json"
2021-07-13 16:19:53 Geocoded "New York City" to (40.7127281, -74.0060152)
2021-07-13 16:19:53 Created bbox 1000 m from (40.7127281, -74.0060152): 40.721721303354926,40.703734896645074,-73.99415065058152,-74.01787974941847
2021-07-13 16:19:53 Projected GeoDataFrame to +proj=utm +zone=18 +ellps=WGS84 +datum=WGS84 +units=m +no_defs +type=crs
2021-07-13 16:19:53 Projected GeoDataFrame to epsg:4326
2021-07-13 16:19:53 Requesting data within polygon from API in 1 request(s)
2021-07-13 16:19:53 Resolved overpass-api.de to 178.63.48.217
2021-07-13 16:19:53 Pausing 50 seconds before making HTTP POST request
2021-07-13 16:20:43 Post https://overpass-api.de/api/interpreter?data=%5Bout%3Ajson%5D%5Btimeout%3A180%5D%3B%28%28node%5B%27landuse%27%3D%27retail%27%5D%28poly%3A%2740.703735+-74.017880+40.703735+-73.994151+40.721721+-73.994151+40.721721+-74.017880+40.703735+-74.017880%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%28way%5B%27landuse%27%3D%27retail%27%5D%28poly%3A%2740.703735+-74.017880+40.703735+-73.994151+40.721721+-73.994151+40.721721+-74.017880+40.703735+-74.017880%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%28relation%5B%27landuse%27%3D%27retail%27%5D%28poly%3A%2740.703735+-74.017880+40.703735+-73.994151+40.721721+-73.994151+40.721721+-74.017880+40.703735+-74.017880%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%28node%5B%27landuse%27%3D%27commercial%27%5D%28poly%3A%2740.703735+-74.017880+40.703735+-73.994151+40.721721+-73.994151+40.721721+-74.017880+40.703735+-74.017880%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%28way%5B%27landuse%27%3D%27commercial%27%5D%28poly%3A%2740.703735+-74.017880+40.703735+-73.994151+40.721721+-73.994151+40.721721+-74.017880+40.703735+-74.017880%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%28relation%5B%27landuse%27%3D%27commercial%27%5D%28poly%3A%2740.703735+-74.017880+40.703735+-73.994151+40.721721+-73.994151+40.721721+-74.017880+40.703735+-74.017880%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%28node%5B%27building%27%5D%28poly%3A%2740.703735+-74.017880+40.703735+-73.994151+40.721721+-73.994151+40.721721+-74.017880+40.703735+-74.017880%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%28way%5B%27building%27%5D%28poly%3A%2740.703735+-74.017880+40.703735+-73.994151+40.721721+-73.994151+40.721721+-74.017880+40.703735+-74.017880%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%28relation%5B%27building%27%5D%28poly%3A%2740.703735+-74.017880+40.703735+-73.994151+40.721721+-73.994151+40.721721+-74.017880+40.703735+-74.017880%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%29%3Bout%3B with timeout=180
2021-07-13 16:20:43 Resolved overpass-api.de to 178.63.48.217
2021-07-13 16:20:52 Downloaded 2,706.2kB from overpass-api.de
2021-07-13 16:20:52 Saved response to cache file "cache/2c876f231fa35ebe028236a3fb06b51de7794ae0.json"
2021-07-13 16:20:52 Got all geometries data within polygon from API in 1 request(s)
2021-07-13 16:20:52 Converting 20844 elements in JSON responses to geometries
2021-07-13 16:20:53 2919 geometries created in the dict
2021-07-13 16:20:53 72 untagged geometries removed

Out[8]:

Make this Notebook Trusted to load map: File -> Trust Notebook

Adds OSM entities within a N, S, E, W bounding box to the map.

In [9]:

m = leafmap.Map(google_map=None, toolbar_control=False, layers_control=True)
north, south, east, west = 40.7551, 40.7454, -73.9738, -73.9965
m.add_osm_from_bbox(north, south, east, west, tags={"amenity": "bar"}, layer_name="NYC bars")
m

/opt/hostedtoolcache/Python/3.8.10/x64/lib/python3.8/site-packages/geopandas/_vectorized.py:142: DeprecationWarning: An exception was ignored while fetching the attribute `__array_interface__` from an object of type 'Polygon'.  With the exception of `AttributeError` NumPy will always raise this exception in the future.  Raise this deprecation warning to see the original exception. (Warning added NumPy 1.21)
  aout[:] = out
/opt/hostedtoolcache/Python/3.8.10/x64/lib/python3.8/site-packages/geopandas/_vectorized.py:142: DeprecationWarning: An exception was ignored while fetching the attribute `__array_interface__` from an object of type 'MultiPolygon'.  With the exception of `AttributeError` NumPy will always raise this exception in the future.  Raise this deprecation warning to see the original exception. (Warning added NumPy 1.21)
  aout[:] = out
/opt/hostedtoolcache/Python/3.8.10/x64/lib/python3.8/site-packages/pandas/core/dtypes/cast.py:1981: DeprecationWarning: An exception was ignored while fetching the attribute `__array_interface__` from an object of type 'Polygon'.  With the exception of `AttributeError` NumPy will always raise this exception in the future.  Raise this deprecation warning to see the original exception. (Warning added NumPy 1.21)
  result[:] = values

Out[9]:

Make this Notebook Trusted to load map: File -> Trust Notebook

Adds OSM entities within some distance N, S, E, W of a point to the map.

In [10]:

m = leafmap.Map(center=[46.7808, -96.0156], zoom=12, google_map=None, toolbar_control=False, layers_control=True)
m.add_osm_from_point(center_point=(46.7808, -96.0156), tags={"natural": "water"}, dist=10000, layer_name="Lakes")
m

/opt/hostedtoolcache/Python/3.8.10/x64/lib/python3.8/site-packages/geopandas/_vectorized.py:142: DeprecationWarning: An exception was ignored while fetching the attribute `__array_interface__` from an object of type 'Polygon'.  With the exception of `AttributeError` NumPy will always raise this exception in the future.  Raise this deprecation warning to see the original exception. (Warning added NumPy 1.21)
  aout[:] = out
/opt/hostedtoolcache/Python/3.8.10/x64/lib/python3.8/site-packages/geopandas/_vectorized.py:142: DeprecationWarning: An exception was ignored while fetching the attribute `__array_interface__` from an object of type 'MultiPolygon'.  With the exception of `AttributeError` NumPy will always raise this exception in the future.  Raise this deprecation warning to see the original exception. (Warning added NumPy 1.21)
  aout[:] = out
/opt/hostedtoolcache/Python/3.8.10/x64/lib/python3.8/site-packages/pandas/core/dtypes/cast.py:1981: DeprecationWarning: An exception was ignored while fetching the attribute `__array_interface__` from an object of type 'Polygon'.  With the exception of `AttributeError` NumPy will always raise this exception in the future.  Raise this deprecation warning to see the original exception. (Warning added NumPy 1.21)
  result[:] = values

Out[10]:

Make this Notebook Trusted to load map: File -> Trust Notebook

In [11]:

m = leafmap.Map(center=[39.9170, 116.3908], zoom=15, google_map=None, toolbar_control=False, layers_control=True)
m.add_osm_from_point(center_point=(39.9170, 116.3908), tags={"building": True, "natural": "water"}, dist=1000, layer_name="Beijing")
m

/opt/hostedtoolcache/Python/3.8.10/x64/lib/python3.8/site-packages/geopandas/_vectorized.py:142: DeprecationWarning: An exception was ignored while fetching the attribute `__array_interface__` from an object of type 'Polygon'.  With the exception of `AttributeError` NumPy will always raise this exception in the future.  Raise this deprecation warning to see the original exception. (Warning added NumPy 1.21)
  aout[:] = out
/opt/hostedtoolcache/Python/3.8.10/x64/lib/python3.8/site-packages/geopandas/_vectorized.py:142: DeprecationWarning: An exception was ignored while fetching the attribute `__array_interface__` from an object of type 'MultiPolygon'.  With the exception of `AttributeError` NumPy will always raise this exception in the future.  Raise this deprecation warning to see the original exception. (Warning added NumPy 1.21)
  aout[:] = out
/opt/hostedtoolcache/Python/3.8.10/x64/lib/python3.8/site-packages/pandas/core/dtypes/cast.py:1981: DeprecationWarning: An exception was ignored while fetching the attribute `__array_interface__` from an object of type 'Polygon'.  With the exception of `AttributeError` NumPy will always raise this exception in the future.  Raise this deprecation warning to see the original exception. (Warning added NumPy 1.21)
  result[:] = values
/opt/hostedtoolcache/Python/3.8.10/x64/lib/python3.8/site-packages/pandas/core/dtypes/cast.py:1981: DeprecationWarning: An exception was ignored while fetching the attribute `__array_interface__` from an object of type 'MultiPolygon'.  With the exception of `AttributeError` NumPy will always raise this exception in the future.  Raise this deprecation warning to see the original exception. (Warning added NumPy 1.21)
  result[:] = values

Out[11]:

Make this Notebook Trusted to load map: File -> Trust Notebook

Adds OSM entities within the current map view to the map.

In [12]:

m = leafmap.Map(google_map=None, toolbar_control=False, layers_control=True)
m.set_center(-73.9854, 40.7500, 16)
m

Out[12]:

Make this Notebook Trusted to load map: File -> Trust Notebook

In [13]:

m.add_osm_from_view(tags={"amenity": "bar", "building": True}, layer_name="New York")

Creates a GeoPandas GeoDataFrame

In [14]:

gdf = leafmap.osm_gdf_from_place("New York City", tags={"amenity": "bar"})
gdf

/opt/hostedtoolcache/Python/3.8.10/x64/lib/python3.8/site-packages/geopandas/_vectorized.py:142: DeprecationWarning: An exception was ignored while fetching the attribute `__array_interface__` from an object of type 'MultiPolygon'.  With the exception of `AttributeError` NumPy will always raise this exception in the future.  Raise this deprecation warning to see the original exception. (Warning added NumPy 1.21)
  aout[:] = out

2021-07-13 16:20:53 Created r-tree spatial index for 2847 geometries
2021-07-13 16:20:53 Identified 2838 geometries inside polygon
2021-07-13 16:20:53 9 geometries removed by the polygon filter
2021-07-13 16:20:53 121 geometries removed by the tag filter
2021-07-13 16:20:53 2726 geometries in the final GeoDataFrame
2021-07-13 16:20:57 Projected GeoDataFrame to +proj=utm +zone=18 +ellps=WGS84 +datum=WGS84 +units=m +no_defs +type=crs
2021-07-13 16:20:57 Projected GeoDataFrame to epsg:4326
2021-07-13 16:20:57 Requesting data within polygon from API in 1 request(s)
2021-07-13 16:20:57 Resolved overpass-api.de to 178.63.48.217
2021-07-13 16:20:58 Pausing 76 seconds before making HTTP POST request
2021-07-13 16:22:14 Post https://overpass-api.de/api/interpreter?data=%5Bout%3Ajson%5D%5Btimeout%3A180%5D%3B%28%28node%5B%27amenity%27%3D%27bar%27%5D%28poly%3A%2740.745400+-73.996500+40.745400+-73.973800+40.755100+-73.973800+40.755100+-73.996500+40.745400+-73.996500%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%28way%5B%27amenity%27%3D%27bar%27%5D%28poly%3A%2740.745400+-73.996500+40.745400+-73.973800+40.755100+-73.973800+40.755100+-73.996500+40.745400+-73.996500%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%28relation%5B%27amenity%27%3D%27bar%27%5D%28poly%3A%2740.745400+-73.996500+40.745400+-73.973800+40.755100+-73.973800+40.755100+-73.996500+40.745400+-73.996500%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%29%3Bout%3B with timeout=180
2021-07-13 16:22:14 Resolved overpass-api.de to 178.63.48.217
2021-07-13 16:22:15 Downloaded 16.1kB from overpass-api.de
2021-07-13 16:22:15 Saved response to cache file "cache/fc1b84bb839adfa1ccfe180041a3a3ac4a5fb27b.json"
2021-07-13 16:22:15 Got all geometries data within polygon from API in 1 request(s)
2021-07-13 16:22:15 Converting 49 elements in JSON responses to geometries
2021-07-13 16:22:15 39 geometries created in the dict
2021-07-13 16:22:15 0 untagged geometries removed
2021-07-13 16:22:16 Created r-tree spatial index for 39 geometries
2021-07-13 16:22:16 Identified 39 geometries inside polygon
2021-07-13 16:22:16 0 geometries removed by the polygon filter
2021-07-13 16:22:16 3 geometries removed by the tag filter
2021-07-13 16:22:16 36 geometries in the final GeoDataFrame
2021-07-13 16:22:16 Created bbox 10000 m from (46.7808, -96.0156): 46.87073203354929,46.69086796645071,-95.88427235704086,-96.14692764295916
2021-07-13 16:22:16 Projected GeoDataFrame to +proj=utm +zone=14 +ellps=WGS84 +datum=WGS84 +units=m +no_defs +type=crs
2021-07-13 16:22:16 Projected GeoDataFrame to epsg:4326
2021-07-13 16:22:16 Requesting data within polygon from API in 1 request(s)
2021-07-13 16:22:16 Resolved overpass-api.de to 178.63.48.217
2021-07-13 16:22:17 Pausing 10 seconds before making HTTP POST request
2021-07-13 16:22:27 Post https://overpass-api.de/api/interpreter?data=%5Bout%3Ajson%5D%5Btimeout%3A180%5D%3B%28%28node%5B%27natural%27%3D%27water%27%5D%28poly%3A%2746.690868+-96.146928+46.690868+-95.884272+46.870732+-95.884272+46.870732+-96.146928+46.690868+-96.146928%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%28way%5B%27natural%27%3D%27water%27%5D%28poly%3A%2746.690868+-96.146928+46.690868+-95.884272+46.870732+-95.884272+46.870732+-96.146928+46.690868+-96.146928%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%28relation%5B%27natural%27%3D%27water%27%5D%28poly%3A%2746.690868+-96.146928+46.690868+-95.884272+46.870732+-95.884272+46.870732+-96.146928+46.690868+-96.146928%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%29%3Bout%3B with timeout=180
2021-07-13 16:22:27 Resolved overpass-api.de to 178.63.48.217
2021-07-13 16:22:29 Downloaded 3,492.6kB from overpass-api.de
2021-07-13 16:22:29 Saved response to cache file "cache/7e1b9b17a87fd207fe2ef4bba35526a26b941cf3.json"
2021-07-13 16:22:29 Got all geometries data within polygon from API in 1 request(s)
2021-07-13 16:22:29 Converting 33816 elements in JSON responses to geometries
2021-07-13 16:22:29 636 geometries created in the dict
2021-07-13 16:22:29 67 untagged geometries removed
2021-07-13 16:22:29 Created r-tree spatial index for 569 geometries
2021-07-13 16:22:30 Identified 569 geometries inside polygon
2021-07-13 16:22:30 0 geometries removed by the polygon filter
2021-07-13 16:22:30 9 geometries removed by the tag filter
2021-07-13 16:22:30 560 geometries in the final GeoDataFrame
2021-07-13 16:22:30 Created bbox 1000 m from (39.917, 116.3908): 39.92599320335493,39.908006796645076,116.40252555265246,116.37907444734753
2021-07-13 16:22:31 Projected GeoDataFrame to +proj=utm +zone=50 +ellps=WGS84 +datum=WGS84 +units=m +no_defs +type=crs
2021-07-13 16:22:31 Projected GeoDataFrame to epsg:4326
2021-07-13 16:22:31 Requesting data within polygon from API in 1 request(s)
2021-07-13 16:22:31 Resolved overpass-api.de to 178.63.48.217
2021-07-13 16:22:31 Pausing 1 seconds before making HTTP POST request
2021-07-13 16:22:32 Post https://overpass-api.de/api/interpreter?data=%5Bout%3Ajson%5D%5Btimeout%3A180%5D%3B%28%28node%5B%27building%27%5D%28poly%3A%2739.908007+116.379074+39.908007+116.402526+39.925993+116.402526+39.925993+116.379074+39.908007+116.379074%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%28way%5B%27building%27%5D%28poly%3A%2739.908007+116.379074+39.908007+116.402526+39.925993+116.402526+39.925993+116.379074+39.908007+116.379074%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%28relation%5B%27building%27%5D%28poly%3A%2739.908007+116.379074+39.908007+116.402526+39.925993+116.402526+39.925993+116.379074+39.908007+116.379074%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%28node%5B%27natural%27%3D%27water%27%5D%28poly%3A%2739.908007+116.379074+39.908007+116.402526+39.925993+116.402526+39.925993+116.379074+39.908007+116.379074%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%28way%5B%27natural%27%3D%27water%27%5D%28poly%3A%2739.908007+116.379074+39.908007+116.402526+39.925993+116.402526+39.925993+116.379074+39.908007+116.379074%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%28relation%5B%27natural%27%3D%27water%27%5D%28poly%3A%2739.908007+116.379074+39.908007+116.402526+39.925993+116.402526+39.925993+116.379074+39.908007+116.379074%27%29%3B%28._%3B%3E%3B%29%3B%29%3B%29%3Bout%3B with timeout=180
2021-07-13 16:22:32 Resolved overpass-api.de to 178.63.48.217
2021-07-13 16:22:34 Downloaded 1,947.6kB from overpass-api.de
2021-07-13 16:22:34 Saved response to cache file "cache/18c0b298eadc540f67bd395df11ce3a66c601ba8.json"
2021-07-13 16:22:34 Got all geometries data within polygon from API in 1 request(s)
2021-07-13 16:22:34 Converting 17154 elements in JSON responses to geometries
2021-07-13 16:22:35 2761 geometries created in the dict
2021-07-13 16:22:35 76 untagged geometries removed
2021-07-13 16:22:35 Created r-tree spatial index for 2685 geometries
2021-07-13 16:22:35 Identified 2684 geometries inside polygon
2021-07-13 16:22:35 1 geometries removed by the polygon filter
2021-07-13 16:22:35 43 geometries removed by the tag filter
2021-07-13 16:22:35 2642 geometries in the final GeoDataFrame
2021-07-13 16:22:37 Configured OSMnx 1.1.1
2021-07-13 16:22:37 HTTP response caching is on
2021-07-13 16:22:37 Retrieved response from cache file "cache/461ac14500db314f1655f9539ed600906dcbe1da.json"
2021-07-13 16:22:37 Created GeoDataFrame with 1 rows from 1 queries
2021-07-13 16:22:37 Constructed place geometry polygon(s) to query API
2021-07-13 16:22:37 Projected GeoDataFrame to +proj=utm +zone=18 +ellps=WGS84 +datum=WGS84 +units=m +no_defs +type=crs
2021-07-13 16:22:37 Projected GeoDataFrame to epsg:4326
2021-07-13 16:22:37 Requesting data within polygon from API in 1 request(s)
2021-07-13 16:22:37 Resolved overpass-api.de to 178.63.48.217
2021-07-13 16:22:38 Pausing 0 seconds before making HTTP POST request

/opt/hostedtoolcache/Python/3.8.10/x64/lib/python3.8/site-packages/pandas/core/dtypes/cast.py:1981: DeprecationWarning: An exception was ignored while fetching the attribute `__array_interface__` from an object of type 'Polygon'.  With the exception of `AttributeError` NumPy will always raise this exception in the future.  Raise this deprecation warning to see the original exception. (Warning added NumPy 1.21)
  result[:] = values
/opt/hostedtoolcache/Python/3.8.10/x64/lib/python3.8/site-packages/pandas/core/dtypes/cast.py:1981: DeprecationWarning: An exception was ignored while fetching the attribute `__array_interface__` from an object of type 'MultiPolygon'.  With the exception of `AttributeError` NumPy will always raise this exception in the future.  Raise this deprecation warning to see the original exception. (Warning added NumPy 1.21)
  result[:] = values
/opt/hostedtoolcache/Python/3.8.10/x64/lib/python3.8/site-packages/geopandas/_vectorized.py:142: DeprecationWarning: An exception was ignored while fetching the attribute `__array_interface__` from an object of type 'Polygon'.  With the exception of `AttributeError` NumPy will always raise this exception in the future.  Raise this deprecation warning to see the original exception. (Warning added NumPy 1.21)
  aout[:] = out

Out[14]:

		addr:city	addr:country	addr:housenumber	addr:postcode	addr:state	addr:street	amenity	ele	gnis:county_name	gnis:feature_id	...	disused:live_music	disused:amenity	screen	drink:cocktails	building:colour	roof:material	roof:shape	billiards	ways	type
element_type	osmid
node	368043598	New York City	US	53	10014	NY	Christopher Street	bar	7	New York	2082946	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
	419366609	NaN	NaN	NaN	NaN	NaN	NaN	bar	NaN	NaN	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
	419367969	NaN	NaN	NaN	NaN	NaN	NaN	bar	NaN	NaN	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
	484078905	Brooklyn	NaN	388	11211	NY	Union Avenue	bar	NaN	NaN	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
	617740843	NaN	NaN	NaN	NaN	NaN	NaN	bar	NaN	NaN	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
way	664632831	NaN	NaN	1840	10128	NaN	2nd Avenue	bar	NaN	NaN	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
	664910637	Brooklyn	NaN	3	11222	NY	Milton Street	bar	NaN	NaN	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
	665897391	New York	NaN	54	10001	NaN	West 31st Street	bar	NaN	NaN	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
	763525023	NaN	NaN	183	NaN	NaN	East 86th Street	bar	NaN	NaN	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	16	NaN	NaN
relation	12554650	NaN	NaN	NaN	NaN	NaN	NaN	bar	NaN	NaN	NaN	...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	[278963046, 278963089]	multipolygon

995 rows × 166 columns

---

Last update: 2021-07-13